Machine-Learning Based Detection of Coronary Artery Calcification Using Synthetic Chest X-Rays
基于机器学习的合成胸片中冠状动脉钙化的检测
机构 * School of Computer Science and Engineering, University of New South Wales(新南威尔士大学计算机科学与工程学院) ; School of Mechanical and Manufacturing Engineering, University of New South Wales(新南威尔士大学机械与制造工程学院) ; Independent Researcher, Sydney, Australia(独立研究者)
专题命中 医学数据与评测 :CT(abstract);分类 cs.CV
AI总结 本研究首次系统评估了DRRs作为冠状动脉钙化检测的替代训练领域,通过生成合成DRRs并优化模型策略,实现了与传统CXR方法相当的检测性能。
Comments 10 pages, 5 figures. Under review for MIDL 2026